Research

Evaluation frameworks, reliability testing, governance, and deployment constraints for resource-limited and compliance-heavy environments.

Research themes

The Lab operates with a defined 6-month research theme so that fellows and mentors share a clear focus. Each theme aligns with our mission: safe, reliable, cost-conscious AI systems for small and regulated organizations.

Focus areas include:

  • Evaluation frameworks for AI systems in small and regulated contexts
  • Reliability testing methodologies
  • Governance and safety considerations
  • Deployment constraints (resource-limited, compliance-heavy)

The current 6-month theme (title, objectives, scope) is announced at the start of each cohort and in application materials.

Output types

The Lab produces documented research, code, and fellowship deliverables. These documents are pending; the sections below are where we will display them when published.

Whitepapers

Long-form research and position papers on evaluation, reliability, or governance.

Documents pending — this is where we will display them.

Technical briefs

Short, focused notes on methods, tooling, or implementation.

Documents pending — this is where we will display them.

Deep insights

In-depth analysis and case studies on specific topics.

Documents pending — this is where we will display them.

Benchmark reports

Evaluation and benchmark results, methodologies, and reproducibility notes.

Documents pending — this is where we will display them.

Architecture frameworks

Reference designs and frameworks for deployment in resource-limited or regulated contexts.

Documents pending — this is where we will display them.

Published outputs

The Lab produces documented research (reports, methodology notes), code and artifacts in Lab-controlled repositories, and structured fellowship deliverables. We aim to publish findings and methods; the Lab may also license IP under formal agreements. See our Governance & Policies and Research Charter for principles.

Published outputs will be linked in the sections above as they are released.

Publish-first

Findings and methods are published. Licensing is separate from fellowship activities.